> I honestly do not care about the Math, statistics or theory behind them. I just want to know enough to be able to train a model, use a model and productionize it.

How can anyone do that without some understanding of the maths behind it? Just downloading some jupiter notebooks and running them on colab is considered good enough? You and other 100k people. I don't think so.